{ "data_id": "339", "name": "pasture", "exact_name": "pasture", "version": 1, "version_label": null, "description": "**Author**: Dave Barker \n**Source**: [original](http:\/\/www.cs.waikato.ac.nz\/ml\/weka\/datasets.html) - \n**Please cite**: \n\nPasture Production\n\nData source: Dave Barker\nAgResearch Grasslands, Palmerston North, New Zealand\n\nThe objective was to predict pasture production from a variety of biophysical factors. Vegetation and soil variables from areas of grazed North Island hill country with different management (fertilizer application\/stocking rate) histories (1973-1994) were measured and subdivided into 36 paddocks. Nineteen vegetation (including herbage production); soil chemical, physical and biological; and soil water variables were selected as potentially useful biophysical indicators.\n\nAttribute Information:\n1. fertiliser - fertiliser used - enumerated\n2. slope - slope of the paddock - integer\n3. aspect-dev-NW - the deviation from the north-west - integer\n4. OlsenP - integer\n5. MinN - integer\n6. TS - integer\n7. Ca-Mg - calcium magnesium ration - real\n8. LOM - soil lom (g\/100g) - real\n9. NFIX-mean - a mean calculation - real\n10. Eworms-main-3 - main 3 spp earth worms per g\/m2 - real\n11. Eworms-No-species - number of spp - integer\n12. KUnSat - mm\/hr - real\n13. OM - real\n14. Air-Perm - real\n15. Porosity - real\n16. HFRG-pct-mean - mean percent - real\n17. legume-yield - kgDM\/ha - real\n18. OSPP-pct-mean - mean percent - real\n19. Jan-Mar-mean-TDR - real\n20. Annual-Mean-Runoff - in mm - real\n21. root-surface-area - m2\/m3 - real\n22. Leaf-P - ppm - real\n23. pasture-prod-class - pasture production categorisation - enumerated", "format": "ARFF", "uploader": "Joaquin Vanschoren", "uploader_id": 2, "visibility": "public", "creator": "\"Dave Barker\"", "contributor": null, "date": "2014-08-26 21:50:16", "update_comment": null, "last_update": "2014-08-26 21:50:16", "licence": "Public", "status": "active", "error_message": null, "url": "https:\/\/www.openml.org\/data\/download\/52242\/phpSF8oeR", "default_target_attribute": "pasture-prod-class", "row_id_attribute": null, "ignore_attribute": null, "runs": 878, "suggest": { "input": [ "pasture", "Pasture Production Data source: Dave Barker AgResearch Grasslands, Palmerston North, New Zealand The objective was to predict pasture production from a variety of biophysical factors. Vegetation and soil variables from areas of grazed North Island hill country with different management (fertilizer application\/stocking rate) histories (1973-1994) were measured and subdivided into 36 paddocks. Nineteen vegetation (including herbage production); soil chemical, physical and biological; and soil wate " ], "weight": 5 }, "qualities": { "NumberOfInstances": 36, "NumberOfFeatures": 23, "NumberOfClasses": 3, "NumberOfMissingValues": 0, "NumberOfInstancesWithMissingValues": 0, "NumberOfNumericFeatures": 21, "NumberOfSymbolicFeatures": 2, "Quartile2SkewnessOfNumericAtts": 0.45793919014963097, "REPTreeDepth3Kappa": 0.20833333333333331, "DecisionStumpKappa": 0.2916666666666667, "MaxMeansOfNumericAtts": 2299.916666666667, "MinMutualInformation": 0.78640757222015, "PercentageOfBinaryFeatures": 0, "Quartile2StdDevOfNumericAtts": 11.98686450390262, "RandomTreeDepth1AUC": 0.75, "Dimensionality": 0.6388888888888888, "MaxMutualInformation": 0.78640757222015, "MinNominalAttDistinctValues": 3, "PercentageOfInstancesWithMissingValues": 0, "Quartile3AttributeEntropy": 1.9910760598382224, "RandomTreeDepth1ErrRate": 0.3333333333333333, "EquivalentNumberOfAtts": 2.0154466420593615, 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"max": "6", "mean": "4", "stdev": "1" }, { "name": "LOM", "index": "7", "type": "numeric", "distinct": "33", "missing": "0", "min": "1", "max": "4", "mean": "2", "stdev": "1" }, { "name": "NFIX-mean", "index": "8", "type": "numeric", "distinct": "36", "missing": "0", "min": "0", "max": "0", "mean": "0", "stdev": "0" }, { "name": "Eworms-main-3", "index": "9", "type": "numeric", "distinct": "34", "missing": "0", "min": "0", "max": "286", "mean": "124", "stdev": "68" }, { "name": "Eworms-No-species", "index": "10", "type": "numeric", "distinct": "5", "missing": "0", "min": "1", "max": "5", "mean": "3", "stdev": "1" }, { "name": "KUnSat", "index": "11", "type": "numeric", "distinct": "34", "missing": "0", "min": "4", "max": "57", "mean": "22", "stdev": "13" }, { "name": "OM", "index": "12", "type": "numeric", "distinct": "25", "missing": "0", "min": "6", "max": "12", "mean": "9", "stdev": "2" }, { "name": "Air-Perm", "index": "13", "type": "numeric", "distinct": "1", "missing": "0", 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"index": "20", "type": "numeric", "distinct": "35", "missing": "0", "min": "56", "max": "521", "mean": "173", "stdev": "94" }, { "name": "Leaf-P", "index": "21", "type": "numeric", "distinct": "36", "missing": "0", "min": "1162", "max": "3993", "mean": "2300", "stdev": "840" } ], "nr_of_issues": 0, "nr_of_downvotes": 0, "nr_of_likes": 0, "nr_of_downloads": 0, "total_downloads": 0, "reach": 0, "reuse": 0, "impact_of_reuse": 0, "reach_of_reuse": 0, "impact": 0 }